A quick question, I work as a private duty nurse and live in unincorporated Riverside but work in Oceanside (San Diego county). My planned GCS is directly connected to my being a private duty nurse. Can I/should I still apply in Riverside or will I have to apply in SD?

You need to apply where you reside. A San Diego permit, if it were to be granted, can only be valid for 90 days....